"""Own market-psychology classifier: Qwen3.5-9B with LoRA and one classification head per field. Spec: docs/market-psychology-own-classifier-training.md. Adapted from the read-only reference ~/yt_live_analysis/training (heads arm), with the fixes the spec lists. The pure-Python modules (taxonomy, calibrate, metrics, formats, data, ledger, robustness) run anywhere; model, train, predict and check_env need torch and run on the pod. """